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Contact data |
Assistant Professor |
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Biography |
Claudio Gentile received a Ph.D. in Computer Science from the University of Milan (Italy) in 1999. From 1999 to 2001 he has been a Research Assistant at the same university. Since 2001, he is an Assistant Professor in Computer Science at University of Insubria, Varese (Italy). | |
Qualifications and awards |
Site manager of the PASCAL Network of Excellence (European Union, Sixth Programme Framework, IST) | |
Research interests |
On-line (Sequential) Prediction Algorithms, Statistical learning Theory, Neural Networks, Support Vector Machines, Information Theory, Information Retrieval. | |
Teaching experience and appointments |
His teaching experience
ranges from courses in Machine Learning to Theoretical Computer Science
to Data Structures and Algorithms to Probability and Statistics. He is at present a member of the senate of University of Insubria. |
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Representative publications |
- A second-order perceptron
algorithm with N. Cesa-Bianchi, A. Conconi, SIAM Journal on Computing, 34/3 (2005), pp. 640-668. - On the generalization ability of on-line learning algorithms with N. Cesa-Bianchi, A. Conconi, IEEE Trans. on Information Theory, 50/9 (2004), pp. 2050-2057. - A new approximate maximal margin classification algorithm Journal of Machine Learning Research 2 (2001), pp. 213-242. - Adaptive and self-confident on-line learning algorithms with P. Auer, N. Cesa-Bianchi, Journal of Computer and System Sciences, 64/1 (2002). - The robustness of the p-norm algorithms Machine Learning, 53/3 (2003), pp. 265-299. - Improved lower bounds for learning from noisy examples: an information-theoretic approach with D. Helmbold Information and Computation 166/2 (2001), pp. 133-155. |
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